{ "communityAttemptedAt": "2026-09-16T21:54:35.126776+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-16T21:54:35.126776+00:00", "frameworkAttemptedAt": "2026-09-16T20:37:36.627773+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39288, "officialConfigError": null, "officialConfigValid": true, "successCount": 18933, "successRate": 0.48190287110568114, "wilsonLowerBound": 0.47696392031609386 }, "vllm": { "framework": "vllm", "modelCount": 52233, "officialConfigError": null, "officialConfigValid": true, "successCount": 14681, "successRate": 0.2810675243619934, "wilsonLowerBound": 0.2772286569793075 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2477, "officialConfigError": null, "officialConfigValid": true, "successCount": 680, "successRate": 0.2745256358498183, "wilsonLowerBound": 0.2573099177256307 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32503, "officialConfigError": null, "officialConfigValid": true, "successCount": 14264, "successRate": 0.43885179829554194, "wilsonLowerBound": 0.4334643308426949 }, "vllm": { "framework": "vllm", "modelCount": 37245, "officialConfigError": null, "officialConfigValid": true, "successCount": 10611, "successRate": 0.28489730165122834, "wilsonLowerBound": 0.280335606892921 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8302, "officialConfigError": null, "officialConfigValid": true, "successCount": 3617, "successRate": 0.43567814984341124, "wilsonLowerBound": 0.42504409319602304 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63890, "officialConfigError": null, "officialConfigValid": true, "successCount": 12071, "successRate": 0.1889341054938175, "wilsonLowerBound": 0.18591739331860657 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16510, "officialConfigError": null, "officialConfigValid": true, "successCount": 3304, "successRate": 0.20012113870381587, "wilsonLowerBound": 0.1940882419370684 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5787, "officialConfigError": null, "officialConfigValid": true, "successCount": 51, "successRate": 0.008812856402280975, "wilsonLowerBound": 0.00670950133287407 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26108, "officialConfigError": null, "officialConfigValid": true, "successCount": 3212, "successRate": 0.12302742454420101, "wilsonLowerBound": 0.11909838938127634 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16463, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10168256089412622, "wilsonLowerBound": 0.09715830306169429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10739, "officialConfigError": null, "officialConfigValid": true, "successCount": 4548, "successRate": 0.4235031194710867, "wilsonLowerBound": 0.41418664004500805 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24117, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.15677737695401583, "wilsonLowerBound": 0.15224319425109478 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 41964, "officialConfigError": null, "officialConfigValid": true, "successCount": 10543, "successRate": 0.25123915737298635, "wilsonLowerBound": 0.2471122012044241 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23176, "officialConfigError": null, "officialConfigValid": true, "successCount": 3052, "successRate": 0.13168795305488437, "wilsonLowerBound": 0.12739533392660884 }, "vllm": { "framework": "vllm", "modelCount": 86588, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11276389338014506, "wilsonLowerBound": 0.11067420815224692 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39927, "officialConfigError": null, "officialConfigValid": true, "successCount": 4901, "successRate": 0.1227490169559446, "wilsonLowerBound": 0.11956646346479059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30312, "officialConfigError": null, "officialConfigValid": true, "successCount": 3372, "successRate": 0.111243072050673, "wilsonLowerBound": 0.10775243251634917 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88283, "officialConfigError": null, "officialConfigValid": true, "successCount": 20857, "successRate": 0.23625159996828382, "wilsonLowerBound": 0.23346103683475566 }, "transformers": { "framework": "transformers", "modelCount": 5147, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10977268311637847, "wilsonLowerBound": 0.10152158033165373 }, "vllm": { "framework": "vllm", "modelCount": 112498, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.14672260840192713, "wilsonLowerBound": 0.14466702052400063 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3366, "successRate": 0.20294224044374773, "wilsonLowerBound": 0.1968904351159224 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42787, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.13017972748732093, "wilsonLowerBound": 0.12702439755054418 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6552, "officialConfigError": null, "officialConfigValid": true, "successCount": 524, "successRate": 0.07997557997557997, "wilsonLowerBound": 0.0736508027370214 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 30818, "officialConfigError": null, "officialConfigValid": true, "successCount": 5447, "successRate": 0.17674735544162504, "wilsonLowerBound": 0.17252882569403258 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60820, "officialConfigError": null, "officialConfigValid": true, "successCount": 12388, "successRate": 0.2036829990134824, "wilsonLowerBound": 0.20050099958682271 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7229, "officialConfigError": null, "officialConfigValid": true, "successCount": 2113, "successRate": 0.2922949232258957, "wilsonLowerBound": 0.28192280094488975 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12473, "officialConfigError": null, "officialConfigValid": true, "successCount": 3237, "successRate": 0.25952056441914534, "wilsonLowerBound": 0.25190212990001654 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60201, "officialConfigError": null, "officialConfigValid": true, "successCount": 16458, "successRate": 0.2733841630537699, "wilsonLowerBound": 0.26983835219619134 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46387, "officialConfigError": null, "officialConfigValid": true, "successCount": 20249, "successRate": 0.4365231638174489, "wilsonLowerBound": 0.4320152479252347 }, "vllm": { "framework": "vllm", "modelCount": 36215, "officialConfigError": null, "officialConfigValid": true, "successCount": 3309, "successRate": 0.09137097887615629, "wilsonLowerBound": 0.0884465348647399 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 421, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6277, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03058786044288673, "wilsonLowerBound": 0.026606614466574273 }, "vllm": { "framework": "vllm", "modelCount": 10018, "officialConfigError": null, "officialConfigValid": true, "successCount": 735, "successRate": 0.07336793771211819, "wilsonLowerBound": 0.06842393454370647 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5796, "officialConfigError": null, "officialConfigValid": true, "successCount": 2447, "successRate": 0.4221877156659765, "wilsonLowerBound": 0.4095277276933134 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7372, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031877373846988605, "wilsonLowerBound": 0.028104591006162857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11252, "officialConfigError": null, "officialConfigValid": true, "successCount": 3766, "successRate": 0.33469605403483826, "wilsonLowerBound": 0.3260345791816279 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26264, "officialConfigError": null, "officialConfigValid": true, "successCount": 13306, "successRate": 0.5066250380749314, "wilsonLowerBound": 0.5005779631358126 }, "vllm": { "framework": "vllm", "modelCount": 61766, "officialConfigError": null, "officialConfigValid": true, "successCount": 6139, "successRate": 0.0993912508499822, "wilsonLowerBound": 0.09705658833614847 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12363, "officialConfigError": null, "officialConfigValid": true, "successCount": 1755, "successRate": 0.14195583596214512, "wilsonLowerBound": 0.13591487681628772 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-16T22:00:58.667892+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1079.6842105263158, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8980886096716354, "queueFactor": 0.9914579190921281, "queueWeight": 0.9914579190921281, "recentSuccess": 45, "recentSuccessRate": 0.3383458646616541, "recentTerminal": 133, "recentWilsonLowerBound": 0.2634780244474995, "running": 8, "selectionWeight": 1.8818749831975101, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 23933 }, "Ascend_910-b4": { "available": true, "backlogHours": 1402.9586776859503, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9532615292358716, "queueWeight": 0.9532615292358716, "recentSuccess": 46, "recentSuccessRate": 0.38016528925619836, "recentTerminal": 121, "recentWilsonLowerBound": 0.29861988803874046, "running": 8, "selectionWeight": 2.383153823089679, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 28293 }, "Biren_166m": { "available": true, "backlogHours": 133.32000000000002, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.076, "recentTerminal": 250, "recentWilsonLowerBound": 0.04919124919618039, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 41.666666666666664, "waiting": 5555 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1588.2413793103449, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7962213252598084, "queueFactor": 0.9356885660211239, "queueWeight": 0.9356885660211239, "recentSuccess": 16, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 58, "recentWilsonLowerBound": 0.17752203680746195, "running": 7, "selectionWeight": 0.745015190067789, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 15353 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 413.78571428571433, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.28925350618298507, "queueFactor": 1.1448602442671336, "queueWeight": 1.1448602442671336, "recentSuccess": 23, "recentSuccessRate": 0.16428571428571428, "recentTerminal": 140, "recentWilsonLowerBound": 0.11203753808504885, "running": 7, "selectionWeight": 0.33115483974377713, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 9655 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.15625, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.028645833333333332, "recentTerminal": 384, "recentWilsonLowerBound": 0.016069085716050143, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.0, "waiting": 2634 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 110.87068965517243, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4220133619988156, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.17672413793103448, "recentTerminal": 232, "recentWilsonLowerBound": 0.1330241934413022, "running": 7, "selectionWeight": 0.5486173705984603, "stale": false, "submissionEligible": true, "throughputPerHour": 38.666666666666664, "waiting": 4287 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2673.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3379336919574778, "queueFactor": 0.8653798333023206, "queueWeight": 0.8653798333023206, "recentSuccess": 13, "recentSuccessRate": 0.3611111111111111, "recentTerminal": 36, "recentWilsonLowerBound": 0.2247538679218132, "running": 2, "selectionWeight": 1.1578208353157204, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 16041 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 604.6725663716815, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.587271824535802, "queueFactor": 1.0815354490385678, "queueWeight": 1.0815354490385678, "recentSuccess": 25, "recentSuccessRate": 0.22123893805309736, "recentTerminal": 113, "recentWilsonLowerBound": 0.1545837361055079, "running": 8, "selectionWeight": 0.6351552964570276, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 11388 }, "MetaX_c-500": { "available": true, "backlogHours": 899.6923076923077, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2299342676971075, "queueFactor": 1.0189542789546944, "queueWeight": 1.0189542789546944, "recentSuccess": 24, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 78, "recentWilsonLowerBound": 0.2163178292080744, "running": 4, "selectionWeight": 1.2532467849029763, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 11696 }, "Mthreads_s4000": { "available": true, "backlogHours": 1914.077922077922, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.923134856696467, "queueFactor": 0.9098605945093157, "queueWeight": 0.9098605945093157, "recentSuccess": 28, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 77, "recentWilsonLowerBound": 0.2650527059308982, "running": 4, "selectionWeight": 1.749784624035435, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 24564 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2328.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6429270211309646, "queueFactor": 0.8835301051259111, "queueWeight": 0.8835301051259111, "recentSuccess": 11, "recentSuccessRate": 0.275, "recentTerminal": 40, "recentWilsonLowerBound": 0.1610785343314309, "running": 2, "selectionWeight": 0.56804537856813, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15520 }, "Vastai_va16": { "available": true, "backlogHours": 2011.142857142857, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.09382198842324253, "queueFactor": 0.9031343494554277, "queueWeight": 0.9031343494554277, "recentSuccess": 6, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 42, "recentWilsonLowerBound": 0.06715875684189934, "running": 16, "selectionWeight": 0.08473386047923981, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 14078 }, "hygon_k100-ai": { "available": true, "backlogHours": 959.6511627906976, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9820929050433593, "queueFactor": 1.009140856189995, "queueWeight": 1.009140856189995, "recentSuccess": 24, "recentSuccessRate": 0.27906976744186046, "recentTerminal": 86, "recentWilsonLowerBound": 0.19528545330537803, "running": 6, "selectionWeight": 0.9910700750535751, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 13755 } }, "queueAttemptedAt": "2026-09-16T21:57:57.684751+00:00", "queueError": null, "queueUpdatedAt": "2026-09-16T21:57:57.684751+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }